Psychological distress in adolescence and later economic and health outcomes in the United States population: A retrospective and modeling study.

IF 15.8 1区 医学 Q1 Medicine
PLoS Medicine Pub Date : 2025-01-16 eCollection Date: 2025-01-01 DOI:10.1371/journal.pmed.1004506
Nathaniel Z Counts, Noemi Kreif, Timothy B Creedon, David E Bloom
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引用次数: 0

Abstract

Background: Federal policy impact analyses in the United States do not incorporate the potential economic benefits of adolescent mental health policies. Understanding the extent to which economic benefits may offset policy costs would support more effective policymaking. This study estimates the relationship between adolescent psychological distress and later health and economic outcomes and uses these estimates to determine the potential economic effects of a hypothetical policy.

Methods and findings: This analysis estimated the relationship between psychological distress in those aged 15 to 17 years in 2000 and economic and health outcomes approximately 10 years later, accounting for an array of explanatory variables using machine learning-enabled methods. The cohort was from the National Longitudinal Study of Youth 1997 and nationally representative of those aged 12 to 18 years in 1997. The cohort included 3,343 individuals under age 18 years in round 4 who completed the Mental Health Inventory-5 (MHI-5). Round 1 captured 50 explanatory variables that covered domains of potential confounders, including basic demographics, neighborhood environment, family resources, family processes, physical health, school quality, and academic skills. The exposure included a binary variable of clinically significant psychological distress (MHI-5 score of less than or equal to 3) and a categorical variable of symptom severity on the MHI-5. Outcomes covered domains of employment, income, total assets at age 30 years, education, and health approximately 10 years later. Forty-seven percent of the cohort were black and Hispanic, and 4.4% had past-month clinically significant psychological distress. Past-month clinically significant psychological distress in adolescence led to a 6-percentage-point (95% confidence interval [CI] [-0.08, -0.03]) reduction in past-year labor force participation 10 years later and $5,658 (95% CI [-6,772, -4,545]) USD fewer past-year wages earned. We used these results to model the labor market impacts of a hypothetical policy that expanded access to mental health preventive care and reached 10% of youth who would have otherwise developed clinically significant psychological distress. We found that the hypothetical policy could lead to $52 (95% credible interval [51,54]) billion USD in federal budget benefits over 10 years from labor supply impacts alone. This study faced limitations, including potential unmeasured confounding, missing data, and challenges to generalizability.

Conclusions: Our findings showed the impacts of adolescent mental health policies on the federal budget and found potentially large effects on the economy if policies achieve population-level change.

美国人口青春期心理困扰和后来的经济和健康结果:一项回顾性和模型研究
背景:美国联邦政策影响分析并未纳入青少年心理健康政策的潜在经济效益。了解经济利益可以在多大程度上抵消政策成本,将有助于更有效地制定政策。本研究估计了青少年心理困扰与后来的健康和经济结果之间的关系,并利用这些估计来确定假设政策的潜在经济影响。方法和发现:该分析估计了2000年15至17岁人群的心理困扰与大约10年后的经济和健康结果之间的关系,使用支持机器学习的方法解释了一系列解释变量。该队列来自1997年全国青年纵向研究,是1997年12至18岁的全国代表性人群。该队列在第4轮中包括3343名18岁以下的个体,他们完成了心理健康量表-5 (MHI-5)。第1轮捕获了50个解释变量,涵盖了潜在混杂因素的领域,包括基本人口统计、社区环境、家庭资源、家庭过程、身体健康、学校质量和学术技能。暴露包括临床显著心理困扰的二元变量(MHI-5得分小于或等于3)和MHI-5症状严重程度的分类变量。结果涵盖了就业、收入、30岁时总资产、教育和大约10年后的健康等领域。47%的人是黑人和西班牙裔,4.4%的人在过去的一个月里有明显的临床心理困扰。过去一个月的青春期临床显著心理困扰导致10年后过去一年的劳动力参与率下降6个百分点(95%可信区间[CI][-0.08, -0.03]),过去一年的工资收入减少5,658美元(95% CI][-6,772, -4,545])。我们使用这些结果来模拟一项假设政策对劳动力市场的影响,该政策扩大了获得心理健康预防护理的机会,并覆盖了10%的青少年,否则他们将出现临床显著的心理困扰。我们发现,仅从劳动力供应的影响来看,该假设政策就可以在10年内为联邦预算带来52亿美元(95%可信区间[51,54])的收益。该研究存在局限性,包括潜在的无法测量的混淆、缺失的数据和对普遍性的挑战。结论:我们的研究结果显示了青少年心理健康政策对联邦预算的影响,并发现如果政策实现人口水平的变化,可能对经济产生巨大影响。
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来源期刊
PLoS Medicine
PLoS Medicine MEDICINE, GENERAL & INTERNAL-
CiteScore
17.60
自引率
0.60%
发文量
227
审稿时长
4-8 weeks
期刊介绍: PLOS Medicine is a prominent platform for discussing and researching global health challenges. The journal covers a wide range of topics, including biomedical, environmental, social, and political factors affecting health. It prioritizes articles that contribute to clinical practice, health policy, or a better understanding of pathophysiology, ultimately aiming to improve health outcomes across different settings. The journal is unwavering in its commitment to uphold the highest ethical standards in medical publishing. This includes actively managing and disclosing any conflicts of interest related to reporting, reviewing, and publishing. PLOS Medicine promotes transparency in the entire review and publication process. The journal also encourages data sharing and encourages the reuse of published work. Additionally, authors retain copyright for their work, and the publication is made accessible through Open Access with no restrictions on availability and dissemination. PLOS Medicine takes measures to avoid conflicts of interest associated with advertising drugs and medical devices or engaging in the exclusive sale of reprints.
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